“…Following prior literature (e.g., Liu and Ryan, 2006;Liao, 2011, 2014;Bushman and Williams, 2012;Hribar et al, 2017), we also control for a series of bank-level characteristics in the above baseline model. First, we include ∆NPL i,t-1 and ∆NPL i,t-2 because loan loss estimation is usually based on the historical trend of nonperforming loans, i.e., the accounting rule currently in effect for credit losses is backward looking.…”